You Have a Sub-Five Miler. Your Relay Team Still Loses.
You have ten engineers who could ship the next quarter alone. You have forty more who, through no fault of their own, cannot. Where do you put the AI investment, across the floor or into the ceiling? On the math,…
Capability is the only durable AI moat. Tooling is rented; capability compounds.
Prioritize investment based on organizational strategic intent.
Engineering capability is distributed unevenly, with a small percentage of engineers driving a disproportionate share of high-value outcomes. This distribution is widened, not flattened, by AI tooling.
Not all product work requires the same type of engineering throughput. Strategic initiatives that require significant judgment and cross-system integration benefit from concentrated investment in top-tier individual contributors.
Sustained organizational performance requires two distinct engineering postures: a focused, high-leverage "distance unit" for strategic bets and a robust "operating organization" for reliability and stewardship. Each requires distinct tooling, metrics, and funding theses.
A failure to recognize and fund both postures at parity leads to attrition in the operating organization and underperformance in strategic initiatives.
The first question for any AI program: what does this organization measure, and what does the measurement reward?
Capability is the only durable AI moat. Tooling is rented; capability compounds.
Prioritize investment based on organizational strategic intent.
Engineering capability is distributed unevenly, with a small percentage of engineers driving a disproportionate share of high-value outcomes. This distribution is widened, not flattened, by AI tooling.
Not all product work requires the same type of engineering throughput. Strategic initiatives that require significant judgment and cross-system integration benefit from concentrated investment in top-tier individual contributors.
Sustained organizational performance requires two distinct engineering postures: a focused, high-leverage "distance unit" for strategic bets and a robust "operating organization" for reliability and stewardship. Each requires distinct tooling, metrics, and funding theses.
A failure to recognize and fund both postures at parity leads to attrition in the operating organization and underperformance in strategic initiatives.
The first question for any AI program: what does this organization measure, and what does the measurement reward?
After 20 years in software development, Norman is both a hands-on leader and defining the new age of AI SDLC for some of the biggest brands in the world — and exploring it with the builders. He writes here about things he is hearing and seeing. All posts are his personal points of view and do not reflect any employer or any customer he has ever had contact with.
The views and opinions expressed in this article are the author’s own and do not represent the positions of any employer, client, or affiliated organization.
